{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generating new images with Conditional GAN\n",
    "\n",
    "In this example, we'll use TensorFlow 2.0 / Keras to implement Conditional GAN for generating new MNIST images.\n",
    "\n",
    "_The code is based on_ [https://github.com/eriklindernoren/Keras-GAN](https://github.com/eriklindernoren/Keras-GAN)<br />\n",
    "_Author of the base implemenation: Erik Linder-Norén_ <br />\n",
    "_License: MIT_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start with the imports:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from tensorflow.keras.datasets import mnist\n",
    "from tensorflow.keras.layers import \\\n",
    "    BatchNormalization, Input, Dense, Reshape, Flatten, Embedding, multiply\n",
    "\n",
    "from tensorflow.keras.layers import LeakyReLU\n",
    "from tensorflow.keras.models import Sequential, Model\n",
    "from tensorflow.keras.optimizers import Adam"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll continue with the definition of the generator, which takes as input the latent vector `z`, as well as the desired class of the generated image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_generator(z_input: Input, label_input: Input):\n",
    "    \"\"\"\n",
    "    Build generator CNN\n",
    "    :param z_input: latent input\n",
    "    :param label_input: conditional label input\n",
    "    \"\"\"\n",
    "\n",
    "    model = Sequential([\n",
    "        Dense(128, input_dim=latent_dim),\n",
    "        LeakyReLU(alpha=0.2), BatchNormalization(momentum=0.8),\n",
    "        Dense(256),\n",
    "        LeakyReLU(alpha=0.2), BatchNormalization(momentum=0.8),\n",
    "        Dense(512),\n",
    "        LeakyReLU(alpha=0.2), BatchNormalization(momentum=0.8),\n",
    "        Dense(np.prod((28, 28, 1)), activation='tanh'),\n",
    "        # reshape to MNIST image size\n",
    "        Reshape((28, 28, 1))\n",
    "    ])\n",
    "\n",
    "    model.summary()\n",
    "\n",
    "    # the latent input vector z\n",
    "    label_embedding = Embedding(input_dim=10, output_dim=latent_dim)(label_input)\n",
    "    flat_embedding = Flatten()(label_embedding)\n",
    "\n",
    "    # combine the noise and label by element-wise multiplication\n",
    "    model_input = multiply([z_input, flat_embedding])\n",
    "    image = model(model_input)\n",
    "\n",
    "    return Model([z_input, label_input], image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we'll define the disciriminator, which takes either fake or real images as input, as well as the desired class of the input image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_discriminator():\n",
    "    \"\"\"\n",
    "    Build discriminator network\n",
    "    \"\"\"\n",
    "\n",
    "    model = Sequential([\n",
    "        Flatten(input_shape=(28, 28, 1)),\n",
    "        Dense(256),\n",
    "        LeakyReLU(alpha=0.2),\n",
    "        Dense(128),\n",
    "        LeakyReLU(alpha=0.2),\n",
    "        Dense(1, activation='sigmoid'),\n",
    "    ], name='discriminator')\n",
    "\n",
    "    model.summary()\n",
    "\n",
    "    image = Input(shape=(28, 28, 1))\n",
    "    flat_img = Flatten()(image)\n",
    "\n",
    "    label_input = Input(shape=(1,), dtype='int32')\n",
    "    label_embedding = Embedding(input_dim=10, output_dim=np.prod((28, 28, 1)))(label_input)\n",
    "    flat_embedding = Flatten()(label_embedding)\n",
    "\n",
    "    # combine the noise and label by element-wise multiplication\n",
    "    model_input = multiply([flat_img, flat_embedding])\n",
    "\n",
    "    validity = model(model_input)\n",
    "\n",
    "    return Model([image, label_input], validity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's continue with the training process. It alternates between training the discriminator with sets of real and fake images, and training the generator (using the combined discriminator/generator model):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(generator, discriminator, combined, steps, batch_size):\n",
    "    \"\"\"\n",
    "    Train the GAN system\n",
    "    :param generator: generator\n",
    "    :param discriminator: discriminator\n",
    "    :param combined: stacked generator and discriminator\n",
    "    we'll use the combined network when we train the generator\n",
    "    :param steps: number of alternating steps for training\n",
    "    :param batch_size: size of the minibatch\n",
    "    \"\"\"\n",
    "\n",
    "    # Load the dataset\n",
    "    (x_train, x_labels), _ = mnist.load_data()\n",
    "\n",
    "    # Rescale in [-1, 1] interval\n",
    "    x_train = (x_train.astype(np.float32) - 127.5) / 127.5\n",
    "    x_train = np.expand_dims(x_train, axis=-1)\n",
    "\n",
    "    # Discriminator ground truths\n",
    "    real = np.ones((batch_size, 1))\n",
    "    fake = np.zeros((batch_size, 1))\n",
    "\n",
    "    for step in range(steps):\n",
    "        # Train the discriminator\n",
    "        # Select a random batch of images and labels\n",
    "        idx = np.random.randint(0, x_train.shape[0], batch_size)\n",
    "        real_images, labels = x_train[idx], x_labels[idx]\n",
    "\n",
    "        # Random batch of noise\n",
    "        noise = np.random.normal(0, 1, (batch_size, latent_dim))\n",
    "\n",
    "        # Generate a batch of new images\n",
    "        generated_images = generator.predict([noise, labels])\n",
    "\n",
    "        # Train the discriminator\n",
    "        discriminator_real_loss = discriminator.train_on_batch([real_images, labels], real)\n",
    "        discriminator_fake_loss = discriminator.train_on_batch([generated_images, labels], fake)\n",
    "        discriminator_loss = 0.5 * np.add(discriminator_real_loss, discriminator_fake_loss)\n",
    "\n",
    "        # Train the generator\n",
    "        # random latent vector z\n",
    "        noise = np.random.normal(0, 1, (batch_size, latent_dim))\n",
    "\n",
    "        # Condition on labels\n",
    "        sampled_labels = np.random.randint(0, 10, batch_size).reshape(-1, 1)\n",
    "\n",
    "        # Train the generator\n",
    "        # Note that we use the \"valid\" labels for the generated images\n",
    "        # That's because we try to maximize the discriminator loss\n",
    "        generator_loss = combined.train_on_batch([noise, sampled_labels], real)\n",
    "\n",
    "        # Display progress\n",
    "        if step % 1000 == 0:\n",
    "            print(\"%d [Discriminator loss: %.4f%%, acc.: %.2f%%] [Generator loss: %.4f%%]\" %\n",
    "                  (step, discriminator_loss[0], 100 * discriminator_loss[1], generator_loss))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we'll define the `plot_generated_images` function, which generates a grid of newly generated MNIST images, based on their desired class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_generated_images(generator, label: int):\n",
    "    \"\"\"\n",
    "    Display a nxn 2D manifold of digits\n",
    "    :param generator: the generator\n",
    "    :param label: generate images of particular label\n",
    "    \"\"\"\n",
    "    n = 10\n",
    "    digit_size = 28\n",
    "\n",
    "    # big array containing all images\n",
    "    figure = np.zeros((digit_size * n, digit_size * n))\n",
    "\n",
    "    # n*n random latent distributions\n",
    "    noise = np.random.normal(0, 1, (n * n, latent_dim))\n",
    "    sampled_labels = np.full(n * n, label, dtype=np.int64).reshape(-1, 1)\n",
    "\n",
    "    # generate the images\n",
    "    generated_images = generator.predict([noise, sampled_labels])\n",
    "\n",
    "    # fill the big array with images\n",
    "    for i in range(n):\n",
    "        for j in range(n):\n",
    "            slice_i = slice(i * digit_size, (i + 1) * digit_size)\n",
    "            slice_j = slice(j * digit_size, (j + 1) * digit_size)\n",
    "            figure[slice_i, slice_j] = np.reshape(generated_images[i * n + j], (28, 28))\n",
    "\n",
    "    # plot the results\n",
    "    plt.figure(num=label, figsize=(6, 5))\n",
    "    plt.axis('off')\n",
    "    plt.imshow(figure, cmap='Greys_r')\n",
    "    plt.show()\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's put it all together. We'll start by instantiating the `generator`, the `discrimantor`, the `combined` model, and the training framework. Then, we'll initiate the training for 50,000 episodes. To see the results of the training, we'll plot a grid of new images for each of the 10 MNIST classes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"discriminator\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "flatten (Flatten)            (None, 784)               0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 256)               200960    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu (LeakyReLU)      (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 128)               32896     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)    (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 129       \n",
      "=================================================================\n",
      "Total params: 233,985\n",
      "Trainable params: 233,985\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_3 (Dense)              (None, 128)               8320      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)    (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "batch_normalization (BatchNo (None, 128)               512       \n",
      "_________________________________________________________________\n",
      "dense_4 (Dense)              (None, 256)               33024     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)    (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 256)               1024      \n",
      "_________________________________________________________________\n",
      "dense_5 (Dense)              (None, 512)               131584    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)    (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_2 (Batch (None, 512)               2048      \n",
      "_________________________________________________________________\n",
      "dense_6 (Dense)              (None, 784)               402192    \n",
      "_________________________________________________________________\n",
      "reshape (Reshape)            (None, 28, 28, 1)         0         \n",
      "=================================================================\n",
      "Total params: 578,704\n",
      "Trainable params: 576,912\n",
      "Non-trainable params: 1,792\n",
      "_________________________________________________________________\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Logging before flag parsing goes to stderr.\n",
      "W1209 12:51:13.721078 140482357958464 network.py:1299] Model inputs must come from `tf.keras.Input` (thus holding past layer metadata), they cannot be the output of a previous non-Input layer. Here, a tensor specified as input to \"model_2\" was not an Input tensor, it was generated by layer input_3.\n",
      "Note that input tensors are instantiated via `tensor = tf.keras.Input(shape)`.\n",
      "The tensor that caused the issue was: input_3:0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 [Discriminator loss: 0.6911%, acc.: 36.50%] [Generator loss: 0.6857%]\n",
      "1000 [Discriminator loss: 0.7184%, acc.: 21.50%] [Generator loss: 0.7251%]\n",
      "2000 [Discriminator loss: 0.6989%, acc.: 43.00%] [Generator loss: 0.7138%]\n",
      "3000 [Discriminator loss: 0.6960%, acc.: 50.00%] [Generator loss: 0.7045%]\n",
      "4000 [Discriminator loss: 0.6930%, acc.: 44.00%] [Generator loss: 0.7101%]\n",
      "5000 [Discriminator loss: 0.6857%, acc.: 51.00%] [Generator loss: 0.7138%]\n",
      "6000 [Discriminator loss: 0.6905%, acc.: 54.00%] [Generator loss: 0.7125%]\n",
      "7000 [Discriminator loss: 0.6784%, acc.: 53.50%] [Generator loss: 0.7325%]\n",
      "8000 [Discriminator loss: 0.6799%, acc.: 54.00%] [Generator loss: 0.7596%]\n",
      "9000 [Discriminator loss: 0.6940%, acc.: 54.00%] [Generator loss: 0.7251%]\n",
      "10000 [Discriminator loss: 0.6811%, acc.: 56.50%] [Generator loss: 0.7967%]\n",
      "11000 [Discriminator loss: 0.6504%, acc.: 57.00%] [Generator loss: 0.7657%]\n",
      "12000 [Discriminator loss: 0.6609%, acc.: 57.00%] [Generator loss: 0.8434%]\n",
      "13000 [Discriminator loss: 0.6447%, acc.: 63.00%] [Generator loss: 0.8563%]\n",
      "14000 [Discriminator loss: 0.6470%, acc.: 59.50%] [Generator loss: 0.8789%]\n",
      "15000 [Discriminator loss: 0.6356%, acc.: 64.50%] [Generator loss: 0.8495%]\n",
      "16000 [Discriminator loss: 0.6789%, acc.: 53.50%] [Generator loss: 0.8792%]\n",
      "17000 [Discriminator loss: 0.6099%, acc.: 63.00%] [Generator loss: 0.9641%]\n",
      "18000 [Discriminator loss: 0.6725%, acc.: 55.00%] [Generator loss: 0.8607%]\n",
      "19000 [Discriminator loss: 0.6458%, acc.: 60.00%] [Generator loss: 0.8875%]\n",
      "20000 [Discriminator loss: 0.6495%, acc.: 63.00%] [Generator loss: 0.8126%]\n",
      "21000 [Discriminator loss: 0.6368%, acc.: 59.00%] [Generator loss: 0.8730%]\n",
      "22000 [Discriminator loss: 0.6108%, acc.: 62.00%] [Generator loss: 0.9399%]\n",
      "23000 [Discriminator loss: 0.6820%, acc.: 59.00%] [Generator loss: 0.9613%]\n",
      "24000 [Discriminator loss: 0.6683%, acc.: 51.50%] [Generator loss: 0.8652%]\n",
      "25000 [Discriminator loss: 0.6035%, acc.: 62.00%] [Generator loss: 0.8328%]\n",
      "26000 [Discriminator loss: 0.6786%, acc.: 47.50%] [Generator loss: 0.9478%]\n",
      "27000 [Discriminator loss: 0.6585%, acc.: 59.00%] [Generator loss: 0.9057%]\n",
      "28000 [Discriminator loss: 0.6337%, acc.: 65.00%] [Generator loss: 0.8863%]\n",
      "29000 [Discriminator loss: 0.6220%, acc.: 66.00%] [Generator loss: 0.9583%]\n",
      "30000 [Discriminator loss: 0.6136%, acc.: 65.50%] [Generator loss: 0.9076%]\n",
      "31000 [Discriminator loss: 0.6227%, acc.: 60.00%] [Generator loss: 1.0161%]\n",
      "32000 [Discriminator loss: 0.6359%, acc.: 63.00%] [Generator loss: 0.8820%]\n",
      "33000 [Discriminator loss: 0.6634%, acc.: 54.50%] [Generator loss: 0.8988%]\n",
      "34000 [Discriminator loss: 0.6663%, acc.: 62.00%] [Generator loss: 0.8786%]\n",
      "35000 [Discriminator loss: 0.6334%, acc.: 64.50%] [Generator loss: 0.9037%]\n",
      "36000 [Discriminator loss: 0.6442%, acc.: 63.00%] [Generator loss: 0.9168%]\n",
      "37000 [Discriminator loss: 0.6513%, acc.: 63.50%] [Generator loss: 0.9651%]\n",
      "38000 [Discriminator loss: 0.6512%, acc.: 59.00%] [Generator loss: 1.0064%]\n",
      "39000 [Discriminator loss: 0.6401%, acc.: 67.00%] [Generator loss: 0.8783%]\n",
      "40000 [Discriminator loss: 0.6551%, acc.: 65.00%] [Generator loss: 0.9285%]\n",
      "41000 [Discriminator loss: 0.6552%, acc.: 62.50%] [Generator loss: 1.0366%]\n",
      "42000 [Discriminator loss: 0.6168%, acc.: 55.00%] [Generator loss: 1.0057%]\n",
      "43000 [Discriminator loss: 0.6194%, acc.: 65.00%] [Generator loss: 1.0078%]\n",
      "44000 [Discriminator loss: 0.6256%, acc.: 60.00%] [Generator loss: 1.0828%]\n",
      "45000 [Discriminator loss: 0.6542%, acc.: 61.00%] [Generator loss: 0.9467%]\n",
      "46000 [Discriminator loss: 0.6007%, acc.: 65.00%] [Generator loss: 0.8874%]\n",
      "47000 [Discriminator loss: 0.6056%, acc.: 61.50%] [Generator loss: 1.0102%]\n",
      "48000 [Discriminator loss: 0.5665%, acc.: 68.50%] [Generator loss: 1.0996%]\n",
      "49000 [Discriminator loss: 0.6091%, acc.: 65.00%] [Generator loss: 0.9032%]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "latent_dim = 64\n",
    "\n",
    "# we'll use Adam optimizer\n",
    "optimizer = Adam(0.0002, 0.5)\n",
    "\n",
    "# Build and compile the discriminator\n",
    "discriminator = build_discriminator()\n",
    "discriminator.compile(loss='binary_crossentropy',\n",
    "                      optimizer=optimizer,\n",
    "                      metrics=['accuracy'])\n",
    "\n",
    "# Build the generator\n",
    "z = Input(shape=(latent_dim,))\n",
    "label = Input(shape=(1,))\n",
    "\n",
    "generator = build_generator(z, label)\n",
    "\n",
    "# Generator input z\n",
    "generated_image = generator([z, label])\n",
    "\n",
    "# Only train the generator for the combined model\n",
    "discriminator.trainable = False\n",
    "\n",
    "# The discriminator takes generated image as input and determines validity\n",
    "real_or_fake = discriminator([generated_image, label])\n",
    "\n",
    "# Stack the generator and discriminator in a combined model\n",
    "# Trains the generator to deceive the discriminator\n",
    "combined = Model([z, label], real_or_fake)\n",
    "combined.compile(loss='binary_crossentropy',\n",
    "                 optimizer=optimizer)\n",
    "\n",
    "# train the GAN system\n",
    "train(generator=generator,\n",
    "      discriminator=discriminator,\n",
    "      combined=combined,\n",
    "      steps=50000,\n",
    "      batch_size=100)\n",
    "\n",
    "# display some random generated images\n",
    "plot_generated_images(generator, 1)\n",
    "plot_generated_images(generator, 2)\n",
    "plot_generated_images(generator, 3)\n",
    "plot_generated_images(generator, 4)\n",
    "plot_generated_images(generator, 5)\n",
    "plot_generated_images(generator, 6)\n",
    "plot_generated_images(generator, 7)\n",
    "plot_generated_images(generator, 8)\n",
    "plot_generated_images(generator, 9)\n",
    "plot_generated_images(generator, 0)"
   ]
  }
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